We find the orignal information here.

Introduction

This report and analysis on Seattle’s bicycle sharing trends. The data includes weather reports for the area, the station locations, and trips taken by cycle riders. Future explorations could include the addition of other forms of public transportation for the Seatle area to better understand commuter travel trends.

Station Locations

Lets take a look at where the rental stations are located in Seattle!

##   n_distinct(install_date)
## 1                        9
## # A tibble: 9 x 2
##   install_date count
##         <date> <int>
## 1   2014-10-13    50
## 2   2015-05-22     1
## 3   2015-06-12     1
## 4   2015-07-27     1
## 5   2015-09-15     1
## 6   2015-10-29     1
## 7   2016-03-18     1
## 8   2016-07-03     1
## 9   2016-08-09     1
##   n_distinct(station_id)
## 1                     58
## note : locations should be specified in the lon/lat format, not lat/lon.
## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=47.6,-122.35&zoom=12&size=640x640&scale=2&maptype=roadmap&language=en-EN&sensor=false

closeUp <- get_map(location = "Seattle", maptype = "roadmap", zoom = 13)

# Plot a single point for each Station ID
ggmap(closeUp) + geom_point(aes(x = long, y = lat), data = station_locs, 
                            alpha = 1, color = "darkred", size = 3)
Stations map Zoomed In

Stations map Zoomed In

Look at all those stations!

Histogram of Number of Bikes per Station

Current Dock Count

Current Dock Count

Here is a histogram of the number of bikes per station.

Change in Number of Bike Docks Per Station

Change in Number of Bike Docks Per Station

Here is a map of how many times dock changed occured per station.

Current Station Size

Current Station Size

11 stations lost bike docks, 39 docks stayed the same, 8 stations gained docks.

Time to visualize the number of rides per day

Time to visualize the number of rides per day

Plotting trips per month (by season, minus summer)

Trips Per Month (By Season)

Trips Per Month (By Season)

Convert Trip Duration from Seconds to Minutes

Average Trip Duration

Average Trip Duration

Number of Trips by Day of Week

Number of Trips Per Time of Day

Number of Trips by Member Type

Trip Duration by Member Type

Member Demographics